Add Easy Apply automation tool with optional resume, cover letter, and answers

[mschreib28]

Summary
Add an MCP tool that automates LinkedIn Easy Apply for a given job ID: navigate to the job, click Easy Apply, optionally upload a resume file, fill cover letter and custom question answers, and step through the modal (Next / Review / Submit) to submit the application.

Proposed tool

• Name: apply_to_job
• Inputs:
  • job_id (required)
  • resume_path (optional) – path to resume file on the machine running the server
  • cover_letter (optional) – text for the cover letter field
  • answers (optional) – JSON object mapping question label/placeholder to value, e.g. {"Years of experience": "5"}
• Output: { success: boolean, message: string, step_reached?: string } so clients can see whether the application was submitted or where the flow stopped.

Scope and limitations

• Easy Apply only – no automation for “Apply” links that redirect to an employer’s site.
• Best-effort – LinkedIn’s DOM changes over time; selectors may need updates. Document that the tool is for personal automation and may break after LinkedIn UI changes.
• ToS – Document that users should comply with LinkedIn’s User Agreement.

Safety

• Add a config or env flag (e.g. LINKEDIN_ALLOW_APPLY=false) to disable the apply tool by default or in locked-down environments.
• Mark the tool as non–read-only in MCP annotations (e.g. destructiveHint: true / readOnlyHint: false).

Implementation notes

• Reuse the same browser/session as other tools (e.g. Patchright).
• Implement the flow in a dedicated module (e.g. scraping/apply.py): navigate to job URL, click Easy Apply, detect “already applied” / “no longer accepting,” optionally upload resume and fill cover letter/answers, then click Next/Review/Submit with robust selectors and error handling.
• Handle timeouts and missing elements by returning success: false and a clear message and step_reached.

[stickerdaniel]

Won't implement this, automating applications will get accounts banned. This also isn't a good strategy for finding a job anyways

[ghost]

is it okay if i make linux automation tools or automate basic workflow of linux

[ghost]

Please Tell me which automation or linux or bashscript programming is legal and not banned accounts

[ghost]

I Just learning You Know bashscript and Linux and now I have no clear clue what to do any suggestion for jobs and earning

[stickerdaniel]

Hey, this isnt the right thread but here is what worked well for me

• Build something you need and that is useful for you. I started this repo because I found myself taking screenshots from LinkedIn and pasting them in Claude all the time, and it was annoying.
• Look for a "boring" job, working student, ... you can do on the side. It's easier to get these, and you have less competition. You are being paid to learn and become a better programmer.
• Don't focus too much on technical skill/GitHub. If you are excited about tech, you'll grow this skillset automatically. I am never being paid just to write code but to identify issues and find smart solutions for them. Communication skills are super important! When you do freelance projects, the client often doesn't even know what the right solution is or his suggestion isn't the best way to solve the problem and you have to guide him towards it

Good Luck!

[ghost]

Thank You So Much For Guidance I Do Better Things Next Time.